{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e50a7ff5-4d93-4e66-82c1-5aad68ce7f83",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 只使用RDD导入sparkContext即可\n",
    "from pyspark import SparkContext\n",
    "\n",
    "# 创建本地SparkContext对象，作为程序入口\n",
    "sc = SparkContext(\"local[*]\", \"lesson2\")"
   ]
  },
  {
   "attachments": {
    "792db2ad-126d-4645-8602-6e5432437f81.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "759665f4-c835-4758-a734-b5a42a08a4a7",
   "metadata": {},
   "source": [
    "## RDD 实现数据聚合\n",
    "数据聚合操作负责处理元素类型为（Key，Value）键值对的 Paired RDD \n",
    "![image.png](attachment:792db2ad-126d-4645-8602-6e5432437f81.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ede7fc1-13ca-463e-bda3-2d8f782b355c",
   "metadata": {},
   "source": [
    "### group by key: 分组收集\n",
    "groupByKey 算子包含两步，即分组和收集。具体来说，对于元素类型为（Key，Value）键值对的 Paired RDD，groupByKey 的功能就是对 Key 值相同的元素做分组，然后把相应的 Value 值，以集合的形式收集到一起。换句话说，groupByKey 会把 RDD 的类型，由 RDD[(Key, Value)]转换为 RDD[(Key, Value 集合)]\n",
    "\n",
    "示例功能：对于分词后的一个个单词，不再统计其计数，而仅仅是把相同的单词收集到一起"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "db11b6a1-6820-4489-8547-805e0fe755ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "word_rdd = sc.textFile(\"./data/wikiOfSpark.txt\").flatMap(lambda line: line.split(\" \")).filter(lambda word: word != \"\")\n",
    "group_rdd = word_rdd.map(lambda word: (word, word)).groupByKey()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5726730a-dddc-4468-854d-d5fa0bb62b3d",
   "metadata": {},
   "source": [
    "为了完成分组收集，对于 Key 值相同、但分散在不同数据分区的原始数据记录，Spark 需要通过 Shuffle 操作，跨节点、跨进程地把它们分发到相同的数据分区。Shuffle 是资源密集型计算，对于动辄上百万、甚至上亿条数据记录的 RDD 来说，这样的 Shuffle 计算会产生大量的磁盘 I/O 与网络 I/O 开销，从而严重影响作业的执行性能，所以 groupByKey 的执行效率较差，不过在数据分析领域中，分组收集的使用场景很少，而分组聚合才是统计分析的刚需"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2a2198c-c635-4ec5-ad77-53740487ed8c",
   "metadata": {},
   "source": [
    "### reduceByKey：分组聚合\n",
    "reduceByKey 的含义是“按照 Key 值做聚合”，它的计算逻辑，就是根据聚合函数 f 的算法，把 Key 值相同的多个元素，聚合成一个元素\n",
    "\n",
    "示例功能：把 Word Count 的计算逻辑，改为随机赋值、提取同一个 Key 下的最大值。也就是在 kvRDD 的生成过程中，我们不再使用映射函数 word => (word, 1)，而是改为 word => (word, 随机数)，然后再使用 reduceByKey 算子来计算同一个 word 当中最大的那个随机数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d1e4b3fe-7029-4821-a9e5-cab3e03af9fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6b177e58-24d0-46ca-bf63-4165dc586977",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('From', 2), ('encyclopedia', 8), ('Jump', 0)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count_rdd = word_rdd.map(lambda word: (word, random.randint(0, 10))).reduceByKey(lambda x, y: max(x, y))\n",
    "word_count_rdd.take(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "878d2bc9-2f66-41be-b062-2cba68cc8e7c",
   "metadata": {},
   "source": [
    "尽管 reduceByKey 也会引入 Shuffle，但相比 groupByKey 以全量原始数据记录的方式消耗磁盘与网络，reduceByKey 在落盘与分发之前，\n",
    "会先在 Shuffle 的 Map 阶段做初步的聚合计算。\n",
    "\n",
    "比如，在数据分区 0 的处理中，在 Map 阶段，reduceByKey 把 Key 同为 Streaming 的两条数据记录聚合为一条，聚合逻辑就是由函数 f 定义的、取两者之间 Value 较大的数据记录，\n",
    "这个过程我们称之为“Map 端聚合”。相应地，数据经由网络分发之后，在 Reduce 阶段完成的计算，我们称之为“Reduce 端聚合”。"
   ]
  },
  {
   "attachments": {
    "972b25ab-cb9e-4fa7-b98e-872f43c47d1f.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "c9e7e5d2-3e96-4976-a1c2-f6d013809dbd",
   "metadata": {},
   "source": [
    "### aggregateByKey 更加灵活的聚合算子\n",
    "对于大多数分组 & 聚合的计算需求来说，只要设计合适的聚合函数 f，你都可以使用 reduceByKey 来实现计算逻辑。\n",
    "不过，术业有专攻，reduceByKey 算子的局限性，在于其 Map 聚合阶段与 Reduce 聚合阶段的计算逻辑必须保持一致，这个计算逻辑统一由聚合函数 f 定义。\n",
    "当一种计算场景需要在两个阶段执行不同计算逻辑的时候，reduceByKey 就爱莫能助了。\n",
    "\n",
    "比方说Word Count，我们想对单词计数的计算逻辑做如下调整：在 Map 阶段，以数据分区为单位，计算单词的加和；而在 Reduce 阶段，对于同样的单词，取加和最大的那个数值。\n",
    "显然，Map 阶段的计算逻辑是 sum，而 Reduce 阶段的计算逻辑是 max。对于这样的业务需求，reduceByKey 已无用武之地，这个时候，就需要使用 aggregateByKey 这个算子\n",
    "\n",
    "要在 Paired RDD 之上调用 aggregateByKey，你需要提供一个初始值，一个 Map 端聚合函数 f1，以及一个 Reduce 端聚合函数 f2\n",
    "![image.png](attachment:972b25ab-cb9e-4fa7-b98e-872f43c47d1f.png)\n",
    "\n",
    "颜色相同代表数据的类型需要保持相同.\n",
    "\n",
    "现在用 aggregateByKey 这个算子来实现刚刚提到的“先加和，再取最大值”的计算逻辑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "058ee90e-58ee-4e86-a5e0-7d960139c42e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('From', 1),\n",
       " ('encyclopedia', 1),\n",
       " ('Jump', 1),\n",
       " ('to', 23),\n",
       " ('navigationJump', 1),\n",
       " ('Logo', 1),\n",
       " ('Original', 1),\n",
       " ('Developer(s)\\tApache', 1),\n",
       " ('Initial', 1),\n",
       " ('release\\tMay', 1)]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def f1(x, y):\n",
    "    return x + y\n",
    "\n",
    "def f2(x, y):\n",
    "    return max(x, y)\n",
    "\n",
    "res_rdd = word_rdd.map(lambda word: (word, 1)).aggregateByKey(0, f1, f2)\n",
    "\n",
    "res_rdd.take(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f3ccf73-4810-42cb-a7d8-a12dc0779f64",
   "metadata": {},
   "source": [
    "### sortByKey：排序\n",
    "的功能是“按照 Key 进行排序”。给定包含（Key，Value）键值对的 Paired RDD，sortByKey 会以 Key 为准对 RDD 做排序。算子的用法比较简单，只需在 RDD 之上调用 sortByKey() 即可, 默认为升序排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "017e7364-9ac9-4a0f-8c90-f6bd9857515a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(50, 'the'),\n",
       " (43, 'a'),\n",
       " (41, 'of'),\n",
       " (39, 'Spark'),\n",
       " (31, 'and'),\n",
       " (23, 'to'),\n",
       " (23, 'Apache'),\n",
       " (20, 'is'),\n",
       " (20, 'in'),\n",
       " (18, 'as')]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_rdd.map(lambda pair_word: (pair_word[1],  pair_word[0])).sortByKey(ascending=False).take(10)"
   ]
  },
  {
   "attachments": {
    "f868267e-bf70-4f9f-a999-29b8147d81cb.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "1c2775cb-072e-40e3-8c88-dbb447b05c03",
   "metadata": {},
   "source": [
    "## spark 内存区域配置\n",
    "Spark 把 Executor 内存划分为 4 个区域，分别是 Reserved Memory、User Memory、Execution Memory 和 Storage Memory。通过调整 spark.executor.memory、spark.memory.fraction 和 spark.memory.storageFraction 这 3 个配置项，可以灵活地调整不同内存区域的大小，从而去适配 Spark 作业对于内存的需求\n",
    "\n",
    "![image.png](attachment:f868267e-bf70-4f9f-a999-29b8147d81cb.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0bd4562-8f90-49d8-a206-7ab1ce265fbb",
   "metadata": {},
   "source": [
    "## RDD的缓存\n",
    "RDD Cache 的基本用法，当一个 RDD 在代码中的引用次数大于 1 时，可以考虑通过给 RDD 加 Cache 来提升作业性能。\n",
    "具体做法是在 RDD 之上调用 cache 或是 persist 函数。其中 persist 更具备普适性，你可以通过指定存储级别来灵活地选择 Cache 的存储介质、存储形式以及副本数量，从而满足不同的业务需要。\n",
    "cache 函数并不会立即触发 RDD 在内存中的物化，因此我们还需要调用 count 这类action算子来触发这一执行过程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2e5c7aae-bb58-4342-b239-4f94850ed797",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1345"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count_rdd.cache()\n",
    "word_count_rdd.count()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
